Pandas Profiling Report

Dataset statistics

Number of variables	15
Number of observations	931
Missing cells	1037
Missing cells (%)	7.4%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	109.2 KiB
Average record size in memory	120.1 B

Variable types

Categorical	1
Numeric	14

Alerts

`region` has a high cardinality: 85 distinct values	High cardinality
`region_code` is highly overall correlated with `region`	High correlation
`population` is highly overall correlated with `unemployed_pop` and 8 other fields	High correlation
`unemployed_pop` is highly overall correlated with `population` and 8 other fields	High correlation
`poor_pop` is highly overall correlated with `population` and 8 other fields	High correlation
`disabled_people` is highly overall correlated with `population` and 8 other fields	High correlation
`divorces` is highly overall correlated with `population` and 8 other fields	High correlation
`orphans` is highly overall correlated with `population` and 8 other fields	High correlation
`alcohol_sold` is highly overall correlated with `population` and 7 other fields	High correlation
`abortions` is highly overall correlated with `population` and 7 other fields	High correlation
`crimes` is highly overall correlated with `population` and 8 other fields	High correlation
`region` is highly overall correlated with `region_code` and 7 other fields	High correlation
`poor_pop` has 85 (9.1%) missing values	Missing
`median_salary` has 340 (36.5%) missing values	Missing
`divorces` has 88 (9.5%) missing values	Missing
`orphans` has 425 (45.6%) missing values	Missing
`abortions` has 85 (9.1%) missing values	Missing
`region` is uniformly distributed	Uniform
`year` is uniformly distributed	Uniform

Reproduction

Analysis started	2023-05-19 11:57:47.300372
Analysis finished	2023-05-19 11:57:59.081404
Duration	11.78 seconds
Software version	pandas-profiling v3.6.6
Download configuration	config.json

region
Categorical

HIGH CARDINALITY HIGH CORRELATION UNIFORM

Distinct	85
Distinct (%)	9.1%
Missing	0
Missing (%)	0.0%
Memory size	7.4 KiB

Алтайский край	11
Республика Коми	11
Ростовская область	11
Республика Хакасия	11
Республика Тыва	11
Other values (80)	876

Length

Max length	40
Median length	29
Mean length	19.3029
Min length	8

Characters and Unicode

Total characters	17971
Distinct characters	56
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	3 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Алтайский край
2nd row	Алтайский край
3rd row	Алтайский край
4th row	Алтайский край
5th row	Алтайский край

Common Values

Value	Count	Frequency (%)
Алтайский край	11	1.2%
Республика Коми	11	1.2%
Ростовская область	11	1.2%
Республика Хакасия	11	1.2%
Республика Тыва	11	1.2%
Республика Татарстан	11	1.2%
Республика Северная Осетия – Алания	11	1.2%
Республика Саха (Якутия)	11	1.2%
Республика Мордовия	11	1.2%
Республика Марий Эл	11	1.2%
Other values (75)	821	88.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
область	517	25.9%
республика	240	12.0%
край	99	5.0%
автономный	44	2.2%
округ	44	2.2%
–	33	1.7%
алтайский	11	0.6%
г.санкт-петербург	11	0.6%
белгородская	11	0.6%
брянская	11	0.6%
Other values (89)	973	48.8%

Most occurring characters

Value	Count	Frequency (%)
а	2262	12.6%
с	1657	9.2%
к	1241	6.9%
о	1239	6.9%
	1063	5.9%
л	1041	5.8%
б	856	4.8%
т	834	4.6%
я	770	4.3%
р	735	4.1%
Other values (46)	6273	34.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	15475	86.1%
Uppercase Letter	1292	7.2%
Space Separator	1063	5.9%
Dash Punctuation	88	0.5%
Other Punctuation	31	0.2%
Open Punctuation	11	0.1%
Close Punctuation	11	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
а	2262	14.6%
с	1657	10.7%
к	1241	8.0%
о	1239	8.0%
л	1041	6.7%
б	856	5.5%
т	834	5.4%
я	770	5.0%
р	735	4.7%
и	669	4.3%
Other values (18)	4171	27.0%

Uppercase Letter

Value	Count	Frequency (%)
Р	262	20.3%
К	185	14.3%
С	108	8.4%
Т	77	6.0%
М	77	6.0%
А	77	6.0%
Ч	55	4.3%
Н	55	4.3%
П	55	4.3%
Б	55	4.3%
Other values (12)	286	22.1%

Dash Punctuation

Value	Count	Frequency (%)
-	55	62.5%
–	33	37.5%

Space Separator

Value	Count	Frequency (%)
	1063	100.0%

Other Punctuation

Value	Count	Frequency (%)
.	31	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	11	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	11	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Cyrillic	16767	93.3%
Common	1204	6.7%

Most frequent character per script

Cyrillic

Value	Count	Frequency (%)
а	2262	13.5%
с	1657	9.9%
к	1241	7.4%
о	1239	7.4%
л	1041	6.2%
б	856	5.1%
т	834	5.0%
я	770	4.6%
р	735	4.4%
и	669	4.0%
Other values (40)	5463	32.6%

Common

Value	Count	Frequency (%)
	1063	88.3%
-	55	4.6%
–	33	2.7%
.	31	2.6%
(	11	0.9%
)	11	0.9%

Most occurring blocks

Value	Count	Frequency (%)
Cyrillic	16767	93.3%
ASCII	1171	6.5%
Punctuation	33	0.2%

Most frequent character per block

Cyrillic

Value	Count	Frequency (%)
а	2262	13.5%
с	1657	9.9%
к	1241	7.4%
о	1239	7.4%
л	1041	6.2%
б	856	5.1%
т	834	5.0%
я	770	4.6%
р	735	4.4%
и	669	4.0%
Other values (40)	5463	32.6%

ASCII

Value	Count	Frequency (%)
	1063	90.8%
-	55	4.7%
.	31	2.6%
(	11	0.9%
)	11	0.9%

Punctuation

Value	Count	Frequency (%)
–	33	100.0%

region_code
Real number (ℝ)

Distinct	85
Distinct (%)	9.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	42.553308

Minimum	1
Maximum	92
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.4 KiB

Quantile statistics

Minimum	1
5-th percentile	5
Q1	22
median	42
Q3	63
95-th percentile	86
Maximum	92
Range	91
Interquartile range (IQR)	41

Descriptive statistics

Standard deviation	24.728182
Coefficient of variation (CV)	0.58111068
Kurtosis	-1.0485902
Mean	42.553308
Median Absolute Deviation (MAD)	21
Skewness	0.11281995
Sum	39617.13
Variance	611.48298
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
22	11	1.2%
11	11	1.2%
61	11	1.2%
19	11	1.2%
17	11	1.2%
16	11	1.2%
15	11	1.2%
14	11	1.2%
13	11	1.2%
12	11	1.2%
Other values (75)	821	88.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	11	1.2%
2	11	1.2%
3	11	1.2%
4	11	1.2%
5	11	1.2%
6	11	1.2%
7	11	1.2%
8	11	1.2%
9	11	1.2%
10	11	1.2%

Value	Count	Frequency (%)
92	9	1.0%
91	9	1.0%
89	11	1.2%
87	11	1.2%
86	11	1.2%
79	11	1.2%
78	11	1.2%
77	11	1.2%
76	11	1.2%
75	11	1.2%

year
Real number (ℝ)

Distinct	11
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2017.0193

Minimum	2012
Maximum	2022
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.4 KiB

Quantile statistics

Minimum	2012
5-th percentile	2012
Q1	2014
median	2017
Q3	2020
95-th percentile	2022
Maximum	2022
Range	10
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.1567732
Coefficient of variation (CV)	0.0015650684
Kurtosis	-1.2152477
Mean	2017.0193
Median Absolute Deviation (MAD)	3
Skewness	-0.0054653617
Sum	1877845
Variance	9.9652172
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
2014	85	9.1%
2015	85	9.1%
2016	85	9.1%
2017	85	9.1%
2018	85	9.1%
2019	85	9.1%
2020	85	9.1%
2021	85	9.1%
2022	85	9.1%
2012	83	8.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2012	83	8.9%
2013	83	8.9%
2014	85	9.1%
2015	85	9.1%
2016	85	9.1%
2017	85	9.1%
2018	85	9.1%
2019	85	9.1%
2020	85	9.1%
2021	85	9.1%

Value	Count	Frequency (%)
2022	85	9.1%
2021	85	9.1%
2020	85	9.1%
2019	85	9.1%
2018	85	9.1%
2017	85	9.1%
2016	85	9.1%
2015	85	9.1%
2014	85	9.1%
2013	83	8.9%

population
Real number (ℝ)

Distinct	918
Distinct (%)	98.8%
Missing	2
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	1750.5574

Minimum	42.4
Maximum	12678.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.4 KiB

Quantile statistics

Minimum	42.4
5-th percentile	212.44
Q1	733.5
median	1187.7
Q3	2376.7
95-th percentile	4326.5424
Maximum	12678.1
Range	12635.7
Interquartile range (IQR)	1643.2

Descriptive statistics

Standard deviation	1777.6746
Coefficient of variation (CV)	1.0154906
Kurtosis	14.050358
Mean	1750.5574
Median Absolute Deviation (MAD)	591.2
Skewness	3.1429899
Sum	1626267.9
Variance	3160126.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
534.1	2	0.2%
1144.1	2	0.2%
1342.1	2	0.2%
954.8	2	0.2%
314.7	2	0.2%
1895.9	2	0.2%
818.6	2	0.2%
311.7	2	0.2%
50.5	2	0.2%
449.2	2	0.2%
Other values (908)	909	97.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
42.4	1	0.1%
42.8	1	0.1%
43	1	0.1%
43.4	1	0.1%
43.8	1	0.1%
43.9	2	0.2%
43.997	1	0.1%
44.1	1	0.1%
44.4	1	0.1%
44.5	1	0.1%

Value	Count	Frequency (%)
12678.1	1	0.1%
12655.1	1	0.1%
12635.5	1	0.1%
12615.3	1	0.1%
12506.468	1	0.1%
12380.7	1	0.1%
12330.1	1	0.1%
12197.6	1	0.1%
12108.3	1	0.1%
11979.5	1	0.1%

unemployed_pop
Real number (ℝ)

Distinct	925
Distinct (%)	99.6%
Missing	2
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	46.408461

Minimum	0.579
Maximum	206.399
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.4 KiB

Quantile statistics

Minimum	0.579
5-th percentile	6.8732
Q1	22.315
median	34.353
Q3	65.049
95-th percentile	125.5322
Maximum	206.399
Range	205.82
Interquartile range (IQR)	42.734

Descriptive statistics

Standard deviation	36.372855
Coefficient of variation (CV)	0.78375482
Kurtosis	2.098425
Mean	46.408461
Median Absolute Deviation (MAD)	16.199
Skewness	1.466222
Sum	43113.46
Variance	1322.9846
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.783	2	0.2%
51.94	2	0.2%
44.67	2	0.2%
23.825	2	0.2%
37.426	1	0.1%
18.983	1	0.1%
18.91	1	0.1%
18.759	1	0.1%
18.46	1	0.1%
17.725	1	0.1%
Other values (915)	915	98.3%
(Missing)	2	0.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.579	1	0.1%
0.809	1	0.1%
0.916	1	0.1%
0.932	1	0.1%
1.077	1	0.1%
1.08	1	0.1%
1.142	1	0.1%
1.171	1	0.1%
1.199	1	0.1%
1.296	1	0.1%

Value	Count	Frequency (%)
206.399	1	0.1%
201.515	1	0.1%
192.912	1	0.1%
191.613	1	0.1%
179.307	1	0.1%
177.891	1	0.1%
174.724	1	0.1%
173.209	1	0.1%
163.379	1	0.1%
162.471	1	0.1%

poor_pop
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	742
Distinct (%)	87.7%
Missing	85
Missing (%)	9.1%
Infinite	0
Infinite (%)	0.0%
Mean	212.11927

Minimum	3.3
Maximum	1085.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.4 KiB

Quantile statistics

Minimum	3.3
5-th percentile	36.425
Q1	103.8
median	159.7
Q3	296.9
95-th percentile	500.65
Maximum	1085.4
Range	1082.1
Interquartile range (IQR)	193.1

Descriptive statistics

Standard deviation	159.98306
Coefficient of variation (CV)	0.75421278
Kurtosis	3.8066684
Mean	212.11927
Median Absolute Deviation (MAD)	67.75
Skewness	1.5821704
Sum	179452.9
Variance	25594.58
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.1	4	0.4%
4.3	4	0.4%
148.9	3	0.3%
155.3	3	0.3%
87.7	3	0.3%
148.6	3	0.3%
124.3	3	0.3%
97.3	3	0.3%
396.5	3	0.3%
102.7	3	0.3%
Other values (732)	814	87.4%
(Missing)	85	9.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.3	1	0.1%
3.4	1	0.1%
3.6	1	0.1%
3.8	2	0.2%
3.9	1	0.1%
4	2	0.2%
4.1	4	0.4%
4.2	2	0.2%
4.3	4	0.4%
4.4	1	0.1%

Value	Count	Frequency (%)
1085.4	1	0.1%
1070.5	1	0.1%
1047.8	1	0.1%
1046	1	0.1%
922.6	1	0.1%
831.7	1	0.1%
803.6	1	0.1%
758.2	1	0.1%
701.5	1	0.1%
639.7	1	0.1%

disabled_people
Real number (ℝ)

Distinct	457
Distinct (%)	49.4%
Missing	5
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	151560.19

Minimum	1912
Maximum	1638000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.4 KiB

Quantile statistics

Minimum	1912
5-th percentile	16000
Q1	63000
median	105074
Q3	195000
95-th percentile	375500
Maximum	1638000
Range	1636088
Interquartile range (IQR)	132000

Descriptive statistics

Standard deviation	179231.63
Coefficient of variation (CV)	1.1825772
Kurtosis	29.83177
Mean	151560.19
Median Absolute Deviation (MAD)	51074
Skewness	4.6170089
Sum	1.4034474 × 10⁸
Variance	3.2123977 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23000	15	1.6%
65000	12	1.3%
82000	12	1.3%
17000	11	1.2%
148000	10	1.1%
58000	9	1.0%
3000	9	1.0%
74000	9	1.0%
2000	9	1.0%
66000	8	0.9%
Other values (447)	822	88.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1912	1	0.1%
2000	9	1.0%
2999	1	0.1%
3000	9	1.0%
3110	1	0.1%
4106	1	0.1%
5000	3	0.3%
5426	1	0.1%
6000	5	0.5%
7000	1	0.1%

Value	Count	Frequency (%)
1638000	1	0.1%
1634000	1	0.1%
1615000	1	0.1%
1592000	1	0.1%
1539000	1	0.1%
1537000	1	0.1%
1088000	1	0.1%
1070000	1	0.1%
1051000	1	0.1%
1018773	1	0.1%

avr_salary
Real number (ℝ)

Distinct	673
Distinct (%)	72.6%
Missing	4
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%
Mean	102.35641

Minimum	85.128237
Maximum	122.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.4 KiB

Quantile statistics

Minimum	85.128237
5-th percentile	90.943659
Q1	99.755286
median	102.9
Q3	105.3
95-th percentile	110.41714
Maximum	122.4
Range	37.271763
Interquartile range (IQR)	5.5447145

Descriptive statistics

Standard deviation	5.3239725
Coefficient of variation (CV)	0.05201406
Kurtosis	0.76945201
Mean	102.35641
Median Absolute Deviation (MAD)	2.8
Skewness	-0.43978251
Sum	94884.394
Variance	28.344683
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
103.8	8	0.9%
104.2	7	0.8%
105.3	7	0.8%
102.3	6	0.6%
99	6	0.6%
107.4	6	0.6%
103.2	6	0.6%
105.1	6	0.6%
101.9	5	0.5%
105.2	5	0.5%
Other values (663)	865	92.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
85.12823731	1	0.1%
87.78617673	1	0.1%
87.9	1	0.1%
88.0064365	1	0.1%
88.2	1	0.1%
88.2684468	1	0.1%
88.3999877	1	0.1%
88.6	1	0.1%
88.80097654	1	0.1%
88.9	1	0.1%

Value	Count	Frequency (%)
122.4	1	0.1%
119.8	1	0.1%
117.8	1	0.1%
117.1	1	0.1%
116.4	1	0.1%
115	1	0.1%
114.8969543	1	0.1%
114.3	1	0.1%
114	1	0.1%
113.6915836	1	0.1%

median_salary
Real number (ℝ)

Distinct	588
Distinct (%)	99.5%
Missing	340
Missing (%)	36.5%
Infinite	0
Infinite (%)	0.0%
Mean	21941.027

Minimum	8904.3
Maximum	62682.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.4 KiB

Quantile statistics

Minimum	8904.3
5-th percentile	13304.9
Q1	16927.35
median	19639.8
Q3	23385.4
95-th percentile	41015.35
Maximum	62682.5
Range	53778.2
Interquartile range (IQR)	6458.05

Descriptive statistics

Standard deviation	8588.7487
Coefficient of variation (CV)	0.39144699
Kurtosis	5.095005
Mean	21941.027
Median Absolute Deviation (MAD)	3087
Skewness	2.0950451
Sum	12967147
Variance	73766605
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21897.5	2	0.2%
17945.4	2	0.2%
19419.9	2	0.2%
34313.8	1	0.1%
32227.8	1	0.1%
30597.4	1	0.1%
14147	1	0.1%
29849.2	1	0.1%
28873	1	0.1%
11457.5	1	0.1%
Other values (578)	578	62.1%
(Missing)	340	36.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8904.3	1	0.1%
9765.9	1	0.1%
10578.3	1	0.1%
10950.8	1	0.1%
11078.2	1	0.1%
11209.7	1	0.1%
11345	1	0.1%
11361.1	1	0.1%
11402.6	1	0.1%
11447	1	0.1%

Value	Count	Frequency (%)
62682.5	1	0.1%
59578.7	1	0.1%
59526.4	1	0.1%
58224.4	1	0.1%
57348.2	1	0.1%
57058	1	0.1%
55004.2	1	0.1%
54112.5	1	0.1%
52650	1	0.1%
52275.9	1	0.1%

new_houses
Real number (ℝ)

Distinct	583
Distinct (%)	62.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	502.06817

Minimum	8
Maximum	1970
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.4 KiB

Quantile statistics

Minimum	8
5-th percentile	179
Q1	344
median	473.33124
Q3	611.5
95-th percentile	917.5
Maximum	1970
Range	1962
Interquartile range (IQR)	267.5

Descriptive statistics

Standard deviation	244.09886
Coefficient of variation (CV)	0.48618668
Kurtosis	4.0937071
Mean	502.06817
Median Absolute Deviation (MAD)	133.33124
Skewness	1.3605493
Sum	467425.47
Variance	59584.251
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
380	6	0.6%
275	6	0.6%
490	5	0.5%
323	5	0.5%
462	5	0.5%
476	5	0.5%
435	5	0.5%
475	5	0.5%
419	5	0.5%
437	5	0.5%
Other values (573)	879	94.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	1	0.1%
24	1	0.1%
26	1	0.1%
30	1	0.1%
31	1	0.1%
32	1	0.1%
33	1	0.1%
34	1	0.1%
36	3	0.3%
44	3	0.3%

Value	Count	Frequency (%)
1970	1	0.1%
1780.326767	1	0.1%
1645	1	0.1%
1574	1	0.1%
1456	1	0.1%
1442	1	0.1%
1415	1	0.1%
1385	1	0.1%
1340	1	0.1%
1323	2	0.2%

divorces
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	814
Distinct (%)	96.6%
Missing	88
Missing (%)	9.5%
Infinite	0
Infinite (%)	0.0%
Mean	7516.0543

Minimum	6.8
Maximum	47980
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.4 KiB

Quantile statistics

Minimum	6.8
5-th percentile	744.5
Q1	2866
median	5005
Q3	10137.5
95-th percentile	21444.6
Maximum	47980
Range	47973.2
Interquartile range (IQR)	7271.5

Descriptive statistics

Standard deviation	7465.7824
Coefficient of variation (CV)	0.99331139
Kurtosis	7.5348566
Mean	7516.0543
Median Absolute Deviation (MAD)	2540
Skewness	2.4195852
Sum	6336033.8
Variance	55737907
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4871	3	0.3%
227	3	0.3%
1042	3	0.3%
176	2	0.2%
3881	2	0.2%
5073	2	0.2%
4756	2	0.2%
4083	2	0.2%
4657	2	0.2%
4571	2	0.2%
Other values (804)	820	88.1%
(Missing)	88	9.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6.8	1	0.1%
7	1	0.1%
136	1	0.1%
158	1	0.1%
163	1	0.1%
173	1	0.1%
176	2	0.2%
185	1	0.1%
197	1	0.1%
227	3	0.3%

Value	Count	Frequency (%)
47980	1	0.1%
46583	1	0.1%
45682	1	0.1%
45378	1	0.1%
45009	1	0.1%
43942	1	0.1%
43560	1	0.1%
43288	1	0.1%
42385	1	0.1%
39934	1	0.1%

orphans
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	405
Distinct (%)	80.0%
Missing	425
Missing (%)	45.6%
Infinite	0
Infinite (%)	0.0%
Mean	516.11265

Minimum	0
Maximum	2410
Zeros	1
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	7.4 KiB

Quantile statistics

Minimum	0
5-th percentile	47.25
Q1	187.25
median	414.5
Q3	677.5
95-th percentile	1402.75
Maximum	2410
Range	2410
Interquartile range (IQR)	490.25

Descriptive statistics

Standard deviation	424.41791
Coefficient of variation (CV)	0.82233581
Kurtosis	1.1356402
Mean	516.11265
Median Absolute Deviation (MAD)	232.5
Skewness	1.2261815
Sum	261153
Variance	180130.56
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
536	5	0.5%
93	4	0.4%
305	4	0.4%
177	4	0.4%
625	3	0.3%
152	3	0.3%
265	3	0.3%
263	3	0.3%
225	3	0.3%
125	3	0.3%
Other values (395)	471	50.6%
(Missing)	425	45.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.1%
5	2	0.2%
8	1	0.1%
14	1	0.1%
19	1	0.1%
29	1	0.1%
33	2	0.2%
34	1	0.1%
35	1	0.1%
36	2	0.2%

Value	Count	Frequency (%)
2410	1	0.1%
1904	1	0.1%
1841	1	0.1%
1771	1	0.1%
1769	1	0.1%
1728	1	0.1%
1682	1	0.1%
1643	1	0.1%
1642	1	0.1%
1625	1	0.1%

alcohol_sold
Real number (ℝ)

Distinct	925
Distinct (%)	99.5%
Missing	1
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	2943.6032

Minimum	0
Maximum	53424
Zeros	5
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	7.4 KiB

Quantile statistics

Minimum	0
5-th percentile	113.39375
Q1	1047.8
median	1786.2015
Q3	3096.1213
95-th percentile	7412.8199
Maximum	53424
Range	53424
Interquartile range (IQR)	2048.3212

Descriptive statistics

Standard deviation	4914.5164
Coefficient of variation (CV)	1.6695581
Kurtosis	44.315883
Mean	2943.6032
Median Absolute Deviation (MAD)	898.091
Skewness	5.9267776
Sum	2737550.9
Variance	24152472
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5	0.5%
432.8	2	0.2%
4200	1	0.1%
1524.9	1	0.1%
1331.2	1	0.1%
1314.4	1	0.1%
943.5	1	0.1%
913.314	1	0.1%
965.391	1	0.1%
945.249	1	0.1%
Other values (915)	915	98.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	0.5%
0.5	1	0.1%
0.9	1	0.1%
1.6	1	0.1%
2.2	1	0.1%
4.6	1	0.1%
11.829	1	0.1%
11.999	1	0.1%
16.145	1	0.1%
17.434	1	0.1%

Value	Count	Frequency (%)
53424	1	0.1%
48805	1	0.1%
48345	1	0.1%
44672	1	0.1%
42350	1	0.1%
33887	1	0.1%
33555.7	1	0.1%
32648.3	1	0.1%
31636.3	1	0.1%
25866.8	1	0.1%

abortions
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	824
Distinct (%)	97.4%
Missing	85
Missing (%)	9.1%
Infinite	0
Infinite (%)	0.0%
Mean	9436.9622

Minimum	234
Maximum	48480
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.4 KiB

Quantile statistics

Minimum	234
5-th percentile	1136.75
Q1	3789.5
median	6631
Q3	12300.75
95-th percentile	27118
Maximum	48480
Range	48246
Interquartile range (IQR)	8511.25

Descriptive statistics

Standard deviation	8300.8066
Coefficient of variation (CV)	0.87960579
Kurtosis	2.4265156
Mean	9436.9622
Median Absolute Deviation (MAD)	3448.5
Skewness	1.580042
Sum	7983670
Variance	68903390
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3722	3	0.3%
967	2	0.2%
8253	2	0.2%
7264	2	0.2%
9967	2	0.2%
5169	2	0.2%
4545	2	0.2%
16024	2	0.2%
6638	2	0.2%
2514	2	0.2%
Other values (814)	825	88.6%
(Missing)	85	9.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
234	1	0.1%
287	1	0.1%
288	1	0.1%
293	1	0.1%
294	1	0.1%
315	1	0.1%
317	1	0.1%
318	1	0.1%
362	1	0.1%
375	1	0.1%

Value	Count	Frequency (%)
48480	1	0.1%
46174	1	0.1%
42703	1	0.1%
42489	1	0.1%
41320	1	0.1%
38283	1	0.1%
38270	1	0.1%
38040	1	0.1%
37454	1	0.1%
36378	1	0.1%

crimes
Real number (ℝ)

Distinct	911
Distinct (%)	97.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22966.398

Minimum	511
Maximum	109349
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.4 KiB

Quantile statistics

Minimum	511
5-th percentile	2968.5
Q1	9677
median	16366
Q3	30404.5
95-th percentile	62484
Maximum	109349
Range	108838
Interquartile range (IQR)	20727.5

Descriptive statistics

Standard deviation	18741.224
Coefficient of variation (CV)	0.81602799
Kurtosis	1.3274438
Mean	22966.398
Median Absolute Deviation (MAD)	8397
Skewness	1.306281
Sum	21381717
Variance	3.5123348 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
29552	2	0.2%
50751	2	0.2%
12334	2	0.2%
13274	2	0.2%
2951	2	0.2%
27682	2	0.2%
30437	2	0.2%
33747	2	0.2%
39298	2	0.2%
34370	2	0.2%
Other values (901)	911	97.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
511	1	0.1%
627	1	0.1%
645	1	0.1%
655	1	0.1%
686	1	0.1%
712	1	0.1%
732	1	0.1%
748	1	0.1%
754	1	0.1%
763	1	0.1%

Value	Count	Frequency (%)
109349	1	0.1%
107178	1	0.1%
91061	1	0.1%
89183	1	0.1%
88297	1	0.1%
84307	1	0.1%
80299	1	0.1%
78183	1	0.1%
77125	1	0.1%
77049	1	0.1%

Auto

Heatmap
Table

	region_code	year	population	unemployed_pop	poor_pop	disabled_people	avr_salary	median_salary	new_houses	divorces	orphans	alcohol_sold	abortions	crimes	region
region_code	1.000	0.010	0.187	-0.024	0.039	0.130	-0.035	0.313	0.074	0.272	0.131	0.260	0.183	0.171	1.000
year	0.010	1.000	-0.016	-0.117	-0.064	-0.082	-0.174	0.372	0.135	-0.061	-0.110	-0.088	-0.289	-0.055	0.000
population	0.187	-0.016	1.000	0.852	0.909	0.939	0.008	0.140	0.285	0.939	0.767	0.858	0.866	0.887	0.856
unemployed_pop	-0.024	-0.117	0.852	1.000	0.910	0.808	0.001	-0.017	0.117	0.763	0.717	0.666	0.767	0.779	0.574
poor_pop	0.039	-0.064	0.909	0.910	1.000	0.849	0.004	-0.012	0.135	0.833	0.764	0.737	0.850	0.836	0.639
disabled_people	0.130	-0.082	0.939	0.808	0.849	1.000	0.009	0.030	0.299	0.867	0.685	0.769	0.796	0.801	0.651
avr_salary	-0.035	-0.174	0.008	0.001	0.004	0.009	1.000	-0.008	-0.224	-0.019	0.063	0.044	-0.003	-0.012	0.000
median_salary	0.313	0.372	0.140	-0.017	-0.012	0.030	-0.008	1.000	0.049	0.202	0.189	0.263	0.112	0.166	0.466
new_houses	0.074	0.135	0.285	0.117	0.135	0.299	-0.224	0.049	1.000	0.263	-0.019	0.221	0.156	0.146	0.471
divorces	0.272	-0.061	0.939	0.763	0.833	0.867	-0.019	0.202	0.263	1.000	0.815	0.906	0.892	0.920	0.728
orphans	0.131	-0.110	0.767	0.717	0.764	0.685	0.063	0.189	-0.019	0.815	1.000	0.852	0.886	0.907	0.535
alcohol_sold	0.260	-0.088	0.858	0.666	0.737	0.769	0.044	0.263	0.221	0.906	0.852	1.000	0.872	0.896	0.436
abortions	0.183	-0.289	0.866	0.767	0.850	0.796	-0.003	0.112	0.156	0.892	0.886	0.872	1.000	0.903	0.436
crimes	0.171	-0.055	0.887	0.779	0.836	0.801	-0.012	0.166	0.146	0.920	0.907	0.896	0.903	1.000	0.640
region	1.000	0.000	0.856	0.574	0.639	0.651	0.000	0.466	0.471	0.728	0.535	0.436	0.436	0.640	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	region	region_code	year	population	unemployed_pop	poor_pop	disabled_people	avr_salary	median_salary	new_houses	divorces	orphans	alcohol_sold	abortions	crimes
0	Алтайский край	22.0	2012	2407.20	74.385	NaN	218000.0	110.500000	NaN	269.0000	12288.0	1123.0	4200.000	16024.0	42102
1	Алтайский край	22.0	2013	2398.70	95.790	422.2	211000.0	104.900000	12545.4	278.0000	13259.0	1059.0	3545.600	16183.0	45024
2	Алтайский край	22.0	2014	2390.60	83.390	409.6	207000.0	99.928654	14456.2	316.0000	13243.0	932.0	2567.600	14821.0	44096
3	Алтайский край	22.0	2015	2384.80	94.779	429.5	203000.0	89.953501	16554.6	374.0000	10662.0	1024.0	2596.500	13444.0	48582
4	Алтайский край	22.0	2016	2376.70	99.645	423.0	198000.0	98.400000	16923.2	318.0000	10369.0	975.0	2369.600	13624.0	44576
5	Алтайский край	22.0	2017	2365.70	78.187	414.1	191000.0	103.551438	17427.3	267.0000	10745.0	955.0	1907.632	12309.0	40055
6	Алтайский край	22.0	2018	2350.08	70.300	408.6	189000.0	109.300052	17948.5	336.0000	10040.0	NaN	2231.259	10596.0	38413
7	Алтайский край	22.0	2019	2332.80	66.132	409.4	186000.0	104.872918	18899.2	326.0000	10201.0	NaN	2254.577	10289.0	37058
8	Алтайский край	22.0	2020	2317.10	64.639	404.6	185000.0	103.824609	NaN	358.0000	10031.0	NaN	2164.492	8488.0	39029
9	Алтайский край	22.0	2021	2296.40	60.600	379.0	174000.0	104.400000	NaN	433.2006	10435.0	NaN	2181.082	7563.0	39070

	region	region_code	year	population	unemployed_pop	poor_pop	disabled_people	avr_salary	median_salary	new_houses	divorces	orphans	alcohol_sold	abortions	crimes
921	Ярославская область	76.0	2013	1271.700	30.179	137.8	140000.0	104.700000	16237.0	383.000000	6450.0	461.0	2708.700	10033.0	15390
922	Ярославская область	76.0	2014	1271.800	26.412	131.6	137000.0	101.271466	18336.4	546.000000	6382.0	375.0	2806.900	8480.0	15512
923	Ярославская область	76.0	2015	1271.600	36.753	137.3	133000.0	89.802067	21218.5	563.000000	5445.0	432.0	2881.900	7426.0	21759
924	Ярославская область	76.0	2016	1271.900	45.155	140.1	128000.0	98.691563	21662.4	627.000000	5195.0	425.0	2644.400	7635.0	18401
925	Ярославская область	76.0	2017	1270.700	44.096	135.5	116000.0	104.047918	21891.5	594.000000	5187.0	434.0	2457.932	6545.0	17873
926	Ярославская область	76.0	2018	1265.684	36.428	128.9	112000.0	106.000000	21865.9	608.000000	5080.0	NaN	2649.336	5284.0	16710
927	Ярославская область	76.0	2019	1259.600	35.037	129.9	108000.0	101.590614	23183.9	619.000000	5400.0	NaN	2615.999	4608.0	17709
928	Ярославская область	76.0	2020	1253.400	47.400	124.0	104000.0	100.893629	NaN	598.000000	4669.0	NaN	2605.988	3919.0	16088
929	Ярославская область	76.0	2021	1241.400	38.999	110.4	95358.0	102.000000	NaN	615.766488	5584.0	NaN	2528.644	3685.0	16066
930	Ярославская область	76.0	2022	1227.400	31.935	108.0	100553.0	97.700000	NaN	664.000000	NaN	NaN	2596.036	NaN	18368

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Dash Punctuation

Space Separator

Other Punctuation

Open Punctuation

Close Punctuation

Most occurring scripts

Most frequent character per script

Cyrillic

Common

Most occurring blocks

Most frequent character per block

Cyrillic

ASCII

Punctuation

Interactions

Correlations

Missing values

Sample